论文作者：Yan Tai, Weichen Fan, Zhao Zhang, Feng Zhu, Rui Zhao, Ziwei Liu 内容简介：这篇论文提出了一种新的学习方法——链式上下文学习（Link-Context Learning, LCL），旨在增强多模态大型语言模型（MLLMs）在对话中理解和应用新概念的能力。通过强调“从因果关系中推理”，LCL超越了传统的上下文学习（In-...
本文将介绍一种新的学习方法——链接上下文学习(Link-Context Learning,LCL),它通过强化因果关系来增强MLLMs的学习能力,使其能够更有效地识别未见图像和理解新概念。 文中提出了一种链接情境学习(LCL)的方法,强调通过因果关系来增强 MLLMs 的学习能力。LCL 通过提供具有因果关系的示范,指导模型不仅仅辨别数据点之间的...
大型预训练语言模型其中一个重要的特点就是上下文学习(In-Context Learning,ICL)能力,即通过一些示范性的输入-标签对,就可以在不更新参的情况下对新输入的标签进行预测。 性能虽然上去了,但大模型的ICL能力到底从何而来仍然是一个开放的问题。 为了更好地理解ICL的工作原理,清华大学、北京大学和微软的研究人员共同发...
Stimuli in the background whenever learning and remembering occur. These stimuli can be external (e.g., room cues) or internal (e.g., drug or emotional states). Editor information Editors and Affiliations Faculty of Economics and Behavioral Sciences, Department of Education, University of Freiburg...
In Web-based e-learning, an up-to-date catalogue of subject-specific Web resources can effectively offer inexperienced students with an advanced academic portal on the Web. To automatically construct such academic Web resource catalogue, a key issue is how to classify the collected Web pages. How...
Kachru, Braj. 1985. Standards, codification and sociolinguistic realism: The English language in the outer circle. InEnglish in the world: Teaching and learning the language and literatures, ed. Randolph Quirk and Henry G. Widdowson, 11–30. Cambridge: Cambridge University Press. ...
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多样本上下文学习能够显著提高多模态基础模型的表现。 rohanpaul_ai(@rohanpaul_ai):@rohanpaul_ai 的《Many-Shot In-Context Learning》论文来自 @GoogleDeepMind,发现即使AI生成自己的示例并提供了大量希望减少对大量人工生成数据的需求。 📌 传统的上下文学习(ICL)与LLMs一直受限于“few-shot”制约,因为上下文窗口...
(sn)ATAC- and RNA-seq dataset from a study of sex and strain differences in the mouse striatum, a brain region involved in motivated learning and associated with acute and chronic effects of drug addiction [19,20]. After identifying the two main neuron populations defined by their expression ...
The book features renowned scholars and experienced teachers from a range of disciplines and offers successful strategies for teaching important concepts through case studies and active learning exercises. It provides innovative strategies, novel lesson plans and classroom activities for college and ...